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Book Open access Aug 2026

Is the Last Check-In All You Need? Next POI Recommendation: Recall and Rerank

K1-POI is proposed, a concise recall-and-rerank framework that formulates sparse next-POI prediction as candidate generation and calibration and an efficient Spatio-Temporal Prior Reranker (ST-Reranker) that calibrates the ordering within the top-K candidates using additive, model-agnostic spatio-temporal priors comput...

Zhengjia Xu, Ding Lyu, Zitai Qiu et al. · 0 citations

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